Energy-aware versatile wireless sensor network configuration for structural health monitoring

被引:7
作者
Hao, Xiao-Han [1 ,2 ,3 ]
Yuen, Ka-Veng [1 ,2 ,3 ]
Kuok, Sin-Chi [1 ,2 ,3 ]
机构
[1] Univ Macau, State Key Lab Internet Things Smart City, Macau, Peoples R China
[2] Univ Macau, Dept Civil & Environm Engn, Macau, Peoples R China
[3] Univ Macau, Guangdong Hong Kong Macau Joint Lab Smart Cities, Macau, Peoples R China
关键词
Bayesian; energy consumption; estimation accuracy; multitype sensing devices; parameter identification; wireless sensor network; ORBIT MODAL IDENTIFICATION; PLACEMENT METHODOLOGY; OPTIMIZATION; DEPLOYMENT; LOCATION; LIFETIME; WSNS;
D O I
10.1002/stc.3083
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In this paper, a sensor network configuration optimization approach is proposed to design informative and energy-efficient wireless sensor networks. In particular, the design of cluster-based versatile wireless sensor networks for structural health monitoring is considered. In contrast to conventional cluster-based wireless sensor placement methods, a clustering optimization algorithm is proposed to determine the optimal locations of the cluster heads and the base station to enhance the energy efficiency of the network. The proposed approach determines the optimal wireless sensor network configuration that achieves the required estimation accuracy with minimal energy cost. Moreover, the proposed approach utilizes a holistic measure to assess the overall performance of multitype sensing devices. Furthermore, by implementing a genetic algorithm (GA) strategy, the proposed approach is computationally efficient and widely applicable for large-scale civil engineering infrastructures. To demonstrate the performance of the proposed approach, the wireless sensor network configuration design of a bridge model and a space truss model is presented.
引用
收藏
页数:21
相关论文
共 59 条
  • [11] Joint Optimal Placement, Routing, and Flow Assignment in Wireless Sensor Networks for Structural Health Monitoring
    Elsersy, Mohamed
    Elfouly, Tarek Mohamed
    Ahmed, Mohamed Hossam
    [J]. IEEE SENSORS JOURNAL, 2016, 16 (12) : 5095 - 5106
  • [12] Cluster-based optimal wireless sensor deployment for structural health monitoring
    Fang, Kun
    Liu, Chengyin
    Teng, Jun
    [J]. STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, 2018, 17 (02): : 266 - 278
  • [13] Energy-efficient deployment strategies in structural health monitoring using wireless sensor networks
    Fu, Tat S.
    Ghosh, Amitabha
    Johnson, Erik A.
    Krishnamachari, Bhaskar
    [J]. STRUCTURAL CONTROL & HEALTH MONITORING, 2013, 20 (06) : 971 - 986
  • [14] OPTIMIZATION OF CONTROL PARAMETERS FOR GENETIC ALGORITHMS
    GREFENSTETTE, JJ
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1986, 16 (01): : 122 - 128
  • [15] Structural health monitoring and damage assessment using a novel time series analysis methodology with sensor clustering
    Gul, Mustafa
    Catbas, F. Necati
    [J]. JOURNAL OF SOUND AND VIBRATION, 2011, 330 (06) : 1196 - 1210
  • [16] infer:: A Bayesian inference approach towards energy efficient data collection in dense sensor networks
    Hartl, G
    Li, BC
    [J]. 25TH IEEE INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS, PROCEEDINGS, 2005, : 371 - 380
  • [17] An application-specific protocol architecture for wireless microsensor networks
    Heinzelman, WB
    Chandrakasan, AP
    Balakrishnan, H
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2002, 1 (04) : 660 - 670
  • [18] Jalsan KE, 2014, SMART STRUCT SYST, V14, P39
  • [19] Energy Optimization With Higher Information Quality for SHM Application in Wireless Sensor Networks
    Judith, Geoffrine M. C.
    Geetha, V
    [J]. IEEE SENSORS JOURNAL, 2019, 19 (09) : 3513 - 3520
  • [20] SENSOR PLACEMENT FOR ON-ORBIT MODAL IDENTIFICATION AND CORRELATION OF LARGE SPACE STRUCTURES
    KAMMER, DC
    [J]. JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1991, 14 (02) : 251 - 259